
Numbers you can trace back to their source.
Pipelines, warehousing and lineage underneath the dashboards. Every number on a screen can be traced to the row it came from, which is what makes it worth acting on.
What we do
From source system to decision.
Ingestion and pipelines
Scheduled and event-driven extraction from your systems, with retries, backfills and failure handling that does not require someone watching it.
Modelling and warehousing
A warehouse you own, with the business logic in version-controlled models rather than buried in dashboard filters.
Lineage and quality
Tests on the data itself, and a traceable path from any figure back through every transformation to its source.
Dashboards and alerting
Reporting built on the modelled layer, so two dashboards asking the same question return the same answer.
Who it's for
Where the reporting breaks.
Numbers that disagree
Two systems, two answers, and no way to tell which is right.
Reporting by hand
A week each month spent assembling what should be automatic.
No path to the source
A figure everyone quotes that nobody can explain.
Approach
Ingest. Model. Serve.
Step 01 · Ingest
Land the raw data
Every source into the warehouse, unmodified, so the original is always recoverable.
Step 02 · Model
Encode the business logic
Tested, version-controlled transformations that define what a customer, an order and a month actually mean here.
Step 03 · Serve
Expose it where decisions happen
Dashboards, alerts and exports reading from one modelled layer, not from five different queries.
Advantages
What this gives you.
Do your numbers agree with each other?
Describe your sources and where the reporting stops being trusted. We will tell you what the layer underneath should look like.

